dolphin-2_6-phi-2 / configs /phi-dolphin-qlora.yml
ehartford's picture
Upload folder using huggingface_hub
108bde7
raw
history blame
2.25 kB
base_model: microsoft/phi-2
model_type: AutoModelForCausalLM
tokenizer_type: AutoTokenizer
is_llama_derived_model: false
trust_remote_code: true
load_in_8bit: false
load_in_4bit: true
strict: false
datasets:
- path: /workspace/datasets/dolphin/dolphin201.jsonl
type: alpaca_w_system.load_open_orca_chatml
- path: /workspace/datasets/dolphin-coder-translate.jsonl
type: alpaca_w_system.load_open_orca_chatml
- path: /workspace/datasets/dolphin-coder-codegen.jsonl
type: alpaca_w_system.load_open_orca_chatml
- path: /workspace/datasets/data-evol_instruct-decontaminated-converted.jsonl
type: alpaca_w_system.load_open_orca_chatml
- path: /workspace/datasets/data-oss_instruct-decontaminated-converted.jsonl
type: alpaca_w_system.load_open_orca_chatml
- path: /workspace/datasets/CapybaraPure_Decontaminated-converted.jsonl
type: sharegpt
conversation: chatml
- path: /workspace/datasets/not_samantha_norefusals.jsonl
type: sharegpt
conversation: chatml
- path: /workspace/datasets/openhermes.json
type: alpaca
prompt_style: chatml
dataset_prepared_path: larp
val_set_size: 0.05
output_dir: /workspace/dolphin-2.6-phi-2/
sequence_len: 2048
sample_packing: true
pad_to_sequence_len: true
adapter: qlora
lora_model_dir:
lora_r: 64
lora_alpha: 32
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: dolphin
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 16
micro_batch_size: 1
num_epochs: 4
optimizer: paged_adamw_8bit
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 0.00001
max_grad_norm: 1000.0
lr_scheduler: cosine
learning_rate: 2e-4
train_on_inputs: false
group_by_length:
bf16: false
fp16: true
tf32: false
gradient_checkpointing:
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
warmup_steps: 5
evals_per_epoch: 0
save_steps: 0.01
save_safetensors: false
save_total_limit: 2
debug:
deepspeed: deepspeed/zero2.json
weight_decay: 0.01
fsdp:
fsdp_config:
resize_token_embeddings_to_32x: true
special_tokens:
eos_token: "<|im_end|>"
pad_token: "<|endoftext|>"
tokens:
- "<|im_start|>"